[INSERT DATASET NAME] Report¶

[INSERT DATASET DESCRIPTION]

Table of Contents¶


  • Overview

    • Quick Info

    • Data Types

    • Data Preview

    • Missing Values

    • Rows With Missing Value

    • Constant Occurrence

    • Duplicate Rows

  • Univariate Analysis

  • Bivariate analysis

    • Correlation Plot

    • Pairplot

    • Contingency table

  • Multivariate analysis

    • Principal Component Analysis

    • Parallel coordinates

    • Parallel categories

Overview


Quick Info

Rows 569
Columns 32
Missing cells 0 (0.00 %)
Zeros 78 (0.43 %)
Duplicate rows 0 (0.00 %)

Data Types

Column Name Inferred Data Type
ID unique
DIAGNOSIS categorical
RADIUS1 categorical
TEXTURE1 numeric
PERIMETER1 numeric
AREA1 numeric
SMOOTHNESS1 numeric
COMPACTNESS1 numeric
CONCAVITY1 numeric
CONCAVE_POINTS1 numeric
SYMMETRY1 numeric
FRACTAL_DIMENSION1 numeric
RADIUS2 numeric
TEXTURE2 numeric
PERIMETER2 numeric
AREA2 numeric
SMOOTHNESS2 numeric
COMPACTNESS2 numeric
CONCAVITY2 numeric
CONCAVE_POINTS2 numeric
SYMMETRY2 numeric
FRACTAL_DIMENSION2 numeric
RADIUS3 numeric
TEXTURE3 numeric
PERIMETER3 numeric
AREA3 numeric
SMOOTHNESS3 numeric
COMPACTNESS3 numeric
CONCAVITY3 numeric
CONCAVE_POINTS3 numeric
SYMMETRY3 numeric
FRACTAL_DIMENSION3 numeric

Data Preview

First rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
0 842302 M 17.99 10.38 122.80 1001.0 0.11840 0.27760 0.3001 0.14710 ... 25.38 17.33 184.60 2019.0 0.1622 0.6656 0.7119 0.2654 0.4601 0.11890
1 842517 M 20.57 17.77 132.90 1326.0 0.08474 0.07864 0.0869 0.07017 ... 24.99 23.41 158.80 1956.0 0.1238 0.1866 0.2416 0.1860 0.2750 0.08902
2 84300903 M 19.69 21.25 130.00 1203.0 0.10960 0.15990 0.1974 0.12790 ... 23.57 25.53 152.50 1709.0 0.1444 0.4245 0.4504 0.2430 0.3613 0.08758
3 84348301 M 11.42 20.38 77.58 386.1 0.14250 0.28390 0.2414 0.10520 ... 14.91 26.50 98.87 567.7 0.2098 0.8663 0.6869 0.2575 0.6638 0.17300
4 84358402 M 20.29 14.34 135.10 1297.0 0.10030 0.13280 0.1980 0.10430 ... 22.54 16.67 152.20 1575.0 0.1374 0.2050 0.4000 0.1625 0.2364 0.07678

5 rows × 32 columns

Last rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
564 926424 M 21.56 22.39 142.00 1479.0 0.11100 0.11590 0.24390 0.13890 ... 25.450 26.40 166.10 2027.0 0.14100 0.21130 0.4107 0.2216 0.2060 0.07115
565 926682 M 20.13 28.25 131.20 1261.0 0.09780 0.10340 0.14400 0.09791 ... 23.690 38.25 155.00 1731.0 0.11660 0.19220 0.3215 0.1628 0.2572 0.06637
566 926954 M 16.6 28.08 108.30 858.1 0.08455 0.10230 0.09251 0.05302 ... 18.980 34.12 126.70 1124.0 0.11390 0.30940 0.3403 0.1418 0.2218 0.07820
567 927241 M 20.6 29.33 140.10 1265.0 0.11780 0.27700 0.35140 0.15200 ... 25.740 39.42 184.60 1821.0 0.16500 0.86810 0.9387 0.2650 0.4087 0.12400
568 92751 B 7.76 24.54 47.92 181.0 0.05263 0.04362 0.00000 0.00000 ... 9.456 30.37 59.16 268.6 0.08996 0.06444 0.0000 0.0000 0.2871 0.07039

5 rows × 32 columns

Sample¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
168 8712766 M 17.47 24.68 116.10 984.6 0.10490 0.16030 0.21590 0.104300 ... 23.140 32.33 155.30 1660.0 0.1376 0.3830 0.48900 0.17210 0.2160 0.09300
76 8610629 B 13.53 10.94 87.91 559.2 0.12910 0.10470 0.06877 0.065560 ... 14.080 12.49 91.36 605.5 0.1451 0.1379 0.08539 0.07407 0.2710 0.07191
467 9113514 B 9.668 18.10 61.06 286.3 0.08311 0.05428 0.01479 0.005769 ... 11.150 24.62 71.11 380.2 0.1388 0.1255 0.06409 0.02500 0.3057 0.07875
71 859711 B 8.888 14.64 58.79 244.0 0.09783 0.15310 0.08606 0.028720 ... 9.733 15.67 62.56 284.4 0.1207 0.2436 0.14340 0.04786 0.2254 0.10840
119 865128 M 17.95 20.01 114.20 982.0 0.08402 0.06722 0.07293 0.055960 ... 20.580 27.83 129.20 1261.0 0.1072 0.1202 0.22490 0.11850 0.4882 0.06111

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name 0 Count 0 %
CONCAVITY1 13 2.285
CONCAVITY3 13 2.285
CONCAVE_POINTS2 13 2.285
CONCAVE_POINTS1 13 2.285
CONCAVITY2 13 2.285
CONCAVE_POINTS3 13 2.285
COMPACTNESS3 0 0.000
SMOOTHNESS3 0 0.000
AREA3 0 0.000
COMPACTNESS2 0 0.000
PERIMETER3 0 0.000
TEXTURE3 0 0.000
RADIUS3 0 0.000
FRACTAL_DIMENSION2 0 0.000
SYMMETRY2 0 0.000
SYMMETRY3 0 0.000
ID 0 0.000
SMOOTHNESS2 0 0.000
DIAGNOSIS 0 0.000
AREA2 0 0.000
PERIMETER2 0 0.000
TEXTURE2 0 0.000
RADIUS2 0 0.000
FRACTAL_DIMENSION1 0 0.000
SYMMETRY1 0 0.000
COMPACTNESS1 0 0.000
SMOOTHNESS1 0 0.000
AREA1 0 0.000
PERIMETER1 0 0.000
TEXTURE1 0 0.000
RADIUS1 0 0.000
FRACTAL_DIMENSION3 0 0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis


ID - unique¶

Each value in the column is unique.


DIAGNOSIS - categorical¶

Most frequent values

B 357 (62.74 %)
M 212 (37.26 %)
Other values count 0 (0.00 %)
Null 0 (0.00 %)
No description has been provided for this image

RADIUS1 - categorical¶

Most frequent values

12.34 4 (0.70 %)
11.71 3 (0.53 %)
12.46 3 (0.53 %)
13.05 3 (0.53 %)
10.26 3 (0.53 %)
Other values count 553 (97.19 %)
Null 0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.


TEXTURE1 - numeric¶

Descriptive Statistics

Number of unique values 479
Sum 10 975.81
Mean 19.29
Mode 14.93
Standard deviation 4.30
Mean absolute deviation 3.38
Median absolute deviation 2.78
Coefficient of variation 0.22
Kurtosis 0.74
Skewness 0.65

Quantile Statistics

Minimum 9.71
Maximum 39.28
Q1 16.17
Median 18.84
Q3 21.80
Range 29.57
IQR 5.63
No description has been provided for this image

PERIMETER1 - numeric¶

Descriptive Statistics

Number of unique values 522
Sum 52 330.38
Mean 91.97
Mode 82.61
Standard deviation 24.30
Mean absolute deviation 19.03
Median absolute deviation 15.77
Coefficient of variation 0.26
Kurtosis 0.95
Skewness 0.99

Quantile Statistics

Minimum 43.79
Maximum 188.50
Q1 75.17
Median 86.24
Q3 104.10
Range 144.71
IQR 28.93
No description has been provided for this image

AREA1 - numeric¶

Descriptive Statistics

Number of unique values 539
Sum 372 631.90
Mean 654.89
Mode 512.20
Standard deviation 351.91
Mean absolute deviation 263.48
Median absolute deviation 217.29
Coefficient of variation 0.54
Kurtosis 3.61
Skewness 1.64

Quantile Statistics

Minimum 143.50
Maximum 2 501.0
Q1 420.30
Median 551.10
Q3 782.70
Range 2 357.50
IQR 362.40
No description has been provided for this image

SMOOTHNESS1 - numeric¶

Descriptive Statistics

Number of unique values 474
Sum 54.83
Mean 0.10
Mode 0.10
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.15
Kurtosis 0.84
Skewness 0.46

Quantile Statistics

Minimum 0.05
Maximum 0.16
Q1 0.09
Median 0.10
Q3 0.11
Range 0.11
IQR 0.02
No description has been provided for this image

COMPACTNESS1 - numeric¶

Descriptive Statistics

Number of unique values 537
Sum 59.37
Mean 0.10
Mode 0.11
Standard deviation 0.05
Mean absolute deviation 0.04
Median absolute deviation 0.03
Coefficient of variation 0.51
Kurtosis 1.63
Skewness 1.19

Quantile Statistics

Minimum 0.02
Maximum 0.35
Q1 0.06
Median 0.09
Q3 0.13
Range 0.33
IQR 0.07
No description has been provided for this image

CONCAVITY1 - numeric¶

Descriptive Statistics

Number of unique values 537
Sum 50.53
Mean 0.09
Mode 0.0
Standard deviation 0.08
Mean absolute deviation 0.06
Median absolute deviation 0.06
Coefficient of variation 0.90
Kurtosis 1.97
Skewness 1.40

Quantile Statistics

Minimum 0.0
Maximum 0.43
Q1 0.03
Median 0.06
Q3 0.13
Range 0.43
IQR 0.10
No description has been provided for this image

CONCAVE_POINTS1 - numeric¶

Descriptive Statistics

Number of unique values 542
Sum 27.83
Mean 0.05
Mode 0.0
Standard deviation 0.04
Mean absolute deviation 0.03
Median absolute deviation 0.03
Coefficient of variation 0.79
Kurtosis 1.05
Skewness 1.17

Quantile Statistics

Minimum 0.0
Maximum 0.20
Q1 0.02
Median 0.03
Q3 0.07
Range 0.20
IQR 0.05
No description has been provided for this image

SYMMETRY1 - numeric¶

Descriptive Statistics

Number of unique values 432
Sum 103.08
Mean 0.18
Mode 0.16
Standard deviation 0.03
Mean absolute deviation 0.02
Median absolute deviation 0.02
Coefficient of variation 0.15
Kurtosis 1.27
Skewness 0.72

Quantile Statistics

Minimum 0.11
Maximum 0.30
Q1 0.16
Median 0.18
Q3 0.20
Range 0.20
IQR 0.03
No description has been provided for this image

FRACTAL_DIMENSION1 - numeric¶

Descriptive Statistics

Number of unique values 499
Sum 35.73
Mean 0.06
Mode 0.06
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.00
Coefficient of variation 0.11
Kurtosis 2.97
Skewness 1.30

Quantile Statistics

Minimum 0.05
Maximum 0.10
Q1 0.06
Median 0.06
Q3 0.07
Range 0.05
IQR 0.01
No description has been provided for this image

RADIUS2 - numeric¶

Descriptive Statistics

Number of unique values 540
Sum 230.54
Mean 0.41
Mode 0.22
Standard deviation 0.28
Mean absolute deviation 0.19
Median absolute deviation 0.16
Coefficient of variation 0.68
Kurtosis 17.52
Skewness 3.08

Quantile Statistics

Minimum 0.11
Maximum 2.87
Q1 0.23
Median 0.32
Q3 0.48
Range 2.76
IQR 0.25
No description has been provided for this image

TEXTURE2 - numeric¶

Descriptive Statistics

Number of unique values 519
Sum 692.39
Mean 1.22
Mode 0.86
Standard deviation 0.55
Mean absolute deviation 0.41
Median absolute deviation 0.32
Coefficient of variation 0.45
Kurtosis 5.29
Skewness 1.64

Quantile Statistics

Minimum 0.36
Maximum 4.88
Q1 0.83
Median 1.11
Q3 1.47
Range 4.52
IQR 0.64
No description has been provided for this image

PERIMETER2 - numeric¶

Descriptive Statistics

Number of unique values 533
Sum 1 630.79
Mean 2.87
Mode 1.78
Standard deviation 2.02
Mean absolute deviation 1.33
Median absolute deviation 1.08
Coefficient of variation 0.71
Kurtosis 21.20
Skewness 3.43

Quantile Statistics

Minimum 0.76
Maximum 21.98
Q1 1.61
Median 2.29
Q3 3.36
Range 21.22
IQR 1.75
No description has been provided for this image

AREA2 - numeric¶

Descriptive Statistics

Number of unique values 528
Sum 22 951.80
Mean 40.34
Mode 16.64
Standard deviation 45.49
Mean absolute deviation 27.20
Median absolute deviation 20.81
Coefficient of variation 1.13
Kurtosis 48.77
Skewness 5.43

Quantile Statistics

Minimum 6.80
Maximum 542.20
Q1 17.85
Median 24.53
Q3 45.19
Range 535.40
IQR 27.34
No description has been provided for this image

SMOOTHNESS2 - numeric¶

Descriptive Statistics

Number of unique values 547
Sum 4.01
Mean 0.01
Mode 0.01
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.43
Kurtosis 10.37
Skewness 2.31

Quantile Statistics

Minimum 0.00
Maximum 0.03
Q1 0.01
Median 0.01
Q3 0.01
Range 0.03
IQR 0.00
No description has been provided for this image

COMPACTNESS2 - numeric¶

Descriptive Statistics

Number of unique values 541
Sum 14.50
Mean 0.03
Mode 0.01
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.70
Kurtosis 5.05
Skewness 1.90

Quantile Statistics

Minimum 0.00
Maximum 0.14
Q1 0.01
Median 0.02
Q3 0.03
Range 0.13
IQR 0.02
No description has been provided for this image

CONCAVITY2 - numeric¶

Descriptive Statistics

Number of unique values 533
Sum 18.15
Mean 0.03
Mode 0.0
Standard deviation 0.03
Mean absolute deviation 0.02
Median absolute deviation 0.01
Coefficient of variation 0.95
Kurtosis 48.42
Skewness 5.10

Quantile Statistics

Minimum 0.0
Maximum 0.40
Q1 0.02
Median 0.03
Q3 0.04
Range 0.40
IQR 0.03
No description has been provided for this image

CONCAVE_POINTS2 - numeric¶

Descriptive Statistics

Number of unique values 507
Sum 6.71
Mean 0.01
Mode 0.0
Standard deviation 0.01
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.52
Kurtosis 5.07
Skewness 1.44

Quantile Statistics

Minimum 0.0
Maximum 0.05
Q1 0.01
Median 0.01
Q3 0.01
Range 0.05
IQR 0.01
No description has been provided for this image

SYMMETRY2 - numeric¶

Descriptive Statistics

Number of unique values 498
Sum 11.69
Mean 0.02
Mode 0.01
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.00
Coefficient of variation 0.40
Kurtosis 7.82
Skewness 2.19

Quantile Statistics

Minimum 0.01
Maximum 0.08
Q1 0.02
Median 0.02
Q3 0.02
Range 0.07
IQR 0.01
No description has been provided for this image

FRACTAL_DIMENSION2 - numeric¶

Descriptive Statistics

Number of unique values 545
Sum 2.16
Mean 0.00
Mode 0.00
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.70
Kurtosis 26.04
Skewness 3.91

Quantile Statistics

Minimum 0.00
Maximum 0.03
Q1 0.00
Median 0.00
Q3 0.00
Range 0.03
IQR 0.00
No description has been provided for this image

RADIUS3 - numeric¶

Descriptive Statistics

Number of unique values 457
Sum 9 257.17
Mean 16.27
Mode 12.36
Standard deviation 4.83
Mean absolute deviation 3.79
Median absolute deviation 3.18
Coefficient of variation 0.30
Kurtosis 0.93
Skewness 1.10

Quantile Statistics

Minimum 7.93
Maximum 36.04
Q1 13.01
Median 14.97
Q3 18.79
Range 28.11
IQR 5.78
No description has been provided for this image

TEXTURE3 - numeric¶

Descriptive Statistics

Number of unique values 511
Sum 14 610.34
Mean 25.68
Mode 17.70
Standard deviation 6.15
Mean absolute deviation 4.91
Median absolute deviation 4.36
Coefficient of variation 0.24
Kurtosis 0.21
Skewness 0.50

Quantile Statistics

Minimum 12.02
Maximum 49.54
Q1 21.08
Median 25.41
Q3 29.72
Range 37.52
IQR 8.64
No description has been provided for this image

PERIMETER3 - numeric¶

Descriptive Statistics

Number of unique values 514
Sum 61 031.63
Mean 107.26
Mode 101.70
Standard deviation 33.60
Mean absolute deviation 26.47
Median absolute deviation 22.13
Coefficient of variation 0.31
Kurtosis 1.05
Skewness 1.13

Quantile Statistics

Minimum 50.41
Maximum 251.20
Q1 84.11
Median 97.66
Q3 125.40
Range 200.79
IQR 41.29
No description has been provided for this image

AREA3 - numeric¶

Descriptive Statistics

Number of unique values 544
Sum 501 051.80
Mean 880.58
Mode 284.40
Standard deviation 569.36
Mean absolute deviation 423.88
Median absolute deviation 348.42
Coefficient of variation 0.65
Kurtosis 4.35
Skewness 1.85

Quantile Statistics

Minimum 185.20
Maximum 4 254.0
Q1 515.30
Median 686.50
Q3 1 084.0
Range 4 068.80
IQR 568.70
No description has been provided for this image

SMOOTHNESS3 - numeric¶

Descriptive Statistics

Number of unique values 411
Sum 75.32
Mean 0.13
Mode 0.12
Standard deviation 0.02
Mean absolute deviation 0.02
Median absolute deviation 0.01
Coefficient of variation 0.17
Kurtosis 0.50
Skewness 0.41

Quantile Statistics

Minimum 0.07
Maximum 0.22
Q1 0.12
Median 0.13
Q3 0.15
Range 0.15
IQR 0.03
No description has been provided for this image

COMPACTNESS3 - numeric¶

Descriptive Statistics

Number of unique values 529
Sum 144.68
Mean 0.25
Mode 0.15
Standard deviation 0.16
Mean absolute deviation 0.12
Median absolute deviation 0.10
Coefficient of variation 0.62
Kurtosis 3.00
Skewness 1.47

Quantile Statistics

Minimum 0.03
Maximum 1.06
Q1 0.15
Median 0.21
Q3 0.34
Range 1.03
IQR 0.19
No description has been provided for this image

CONCAVITY3 - numeric¶

Descriptive Statistics

Number of unique values 539
Sum 154.88
Mean 0.27
Mode 0.0
Standard deviation 0.21
Mean absolute deviation 0.16
Median absolute deviation 0.14
Coefficient of variation 0.77
Kurtosis 1.59
Skewness 1.15

Quantile Statistics

Minimum 0.0
Maximum 1.25
Q1 0.11
Median 0.23
Q3 0.38
Range 1.25
IQR 0.27
No description has been provided for this image

CONCAVE_POINTS3 - numeric¶

Descriptive Statistics

Number of unique values 492
Sum 65.21
Mean 0.11
Mode 0.0
Standard deviation 0.07
Mean absolute deviation 0.05
Median absolute deviation 0.05
Coefficient of variation 0.57
Kurtosis -0.54
Skewness 0.49

Quantile Statistics

Minimum 0.0
Maximum 0.29
Q1 0.06
Median 0.10
Q3 0.16
Range 0.29
IQR 0.10
No description has been provided for this image

SYMMETRY3 - numeric¶

Descriptive Statistics

Number of unique values 500
Sum 165.05
Mean 0.29
Mode 0.22
Standard deviation 0.06
Mean absolute deviation 0.04
Median absolute deviation 0.03
Coefficient of variation 0.21
Kurtosis 4.40
Skewness 1.43

Quantile Statistics

Minimum 0.16
Maximum 0.66
Q1 0.25
Median 0.28
Q3 0.32
Range 0.51
IQR 0.07
No description has been provided for this image

FRACTAL_DIMENSION3 - numeric¶

Descriptive Statistics

Number of unique values 535
Sum 47.77
Mean 0.08
Mode 0.07
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.22
Kurtosis 5.19
Skewness 1.66

Quantile Statistics

Minimum 0.06
Maximum 0.21
Q1 0.07
Median 0.08
Q3 0.09
Range 0.15
IQR 0.02
No description has been provided for this image

Bivariate analysis


Correlation Plot

Pearson Correlation¶

No description has been provided for this image

Spearman Correlation¶

No description has been provided for this image

Kendall Correlation¶

No description has been provided for this image

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

No description has been provided for this image

Contingency table

Multivariate analysis


Principal Component Analysis

First vs second principal component¶

Explained variance ratio: 62.18%

Explained variance ratio¶

No description has been provided for this image

Parallel coordinates

Parallel categories